<!DOCTYPE html>
<html>
  <head>
    <link rel="canonical" href="http://blog.csdn.net/yH0VLDe8VG8ep9VGe/article/details/78898734"/> 
    <script type="text/javascript">
        var username = "yh0vlde8vg8ep9vge";
        var _blogger = username;
        var blog_address = "http://blog.csdn.net/yh0vlde8vg8ep9vge";
        var static_host = "http://csdnimg.cn/release/phoenix/";
        var currentUserName = ""; 
        var fileName = '78898734';
        var commentscount = 0;
        var islock = false
        window.quickReplyflag = true;
        var totalFloor = 0;
        var isBole = false;
        var isDigg = false;
        var isExpert=false;
        var isAdm = false;
    </script>
    <meta http-equiv="content-type" content="text/html; charset=utf-8">
    <meta http-equiv="X-UA-Compatible" content="IE=Edge">
    <meta name="viewport" content="width=device-width, initial-scale=1.0, minimum-scale=1.0, maximum-scale=1.0, user-scalable=no">
    <meta name="apple-mobile-web-app-status-bar-style" content="black">
    <script src="http://c.csdnimg.cn/public/common/libs/jquery/jquery-1.9.1.min.js" type="text/javascript"></script>
    <link rel="stylesheet" href="http://c.csdnimg.cn/public/common/libs/bootstrap/css/bootstrap.min.css">
    <link rel="stylesheet" href="http://c.csdnimg.cn/public/static/css/avatar.css">
    <link rel="stylesheet" href="http://csdnimg.cn/release/phoenix/production/main-f7fb2ae533.css">
    <link rel="stylesheet" href="http://c.csdnimg.cn/public/common/toolbar/content_toolbar_css/content_toolbar.css">

    <script src="http://csdnimg.cn/rabbit/exposure-click/main-1.0.5.js"></script>
    <script type="text/javascript" src="http://csdnimg.cn/pubfooter/js/tracking-1.0.2.js" charset="utf-8"></script>
    <script type="text/javascript" src="http://csdnimg.cn/release/phoenix/production/main-9512850059.js"></script>

    <script src="http://dup.baidustatic.com/js/ds.js"></script>
    <script type="text/javascript">
        // Traffic Stats of the entire Web site By baidu
        var _hmt = _hmt || [];
        (function() {
            var hm = document.createElement("script");
            hm.src = "https://hm.baidu.com/hm.js?6bcd52f51e9b3dce32bec4a3997715ac";
            var s = document.getElementsByTagName("script")[0];
            s.parentNode.insertBefore(hm, s);
        })();
        // Traffic Stats of the entire Web site By baidu end
    </script>
    <meta name="description" content="安妮 编译整理量子位 出品 | 公众号 QbitAI这是什么？熟悉枪械的盆友可能一眼就认出这是步枪，即使对枪种类不熟悉的同学也能认出这最可能是枪。但……这道题对谷歌Cloud Vision API并不简单，经过推理后，这个AI认定图中物体为直升机。看到谷歌AI认错，MIT CSAIL（计算机科学与人工智能实验室）的研究人员可能要笑了。事实证明，他们的“恶作剧”成功了。曾有段黑历史这不是CSAIL研" />
    <meta name="keywords" content="" />
    <meta http-equiv="Cache-Control" content="no-siteapp" /><link rel="alternate" media="handheld" href="#" />
    <meta name="shenma-site-verification" content="5a59773ab8077d4a62bf469ab966a63b_1497598848">
    <title>这一次，MIT的科学家让谷歌AI把步枪误认成直升机 - CSDN博客</title>
    <link href="http://csdnimg.cn/public/favicon.ico" rel="SHORTCUT ICON">
</head>
<body>
<script id="toolbar-tpl-scriptId" prod="download" skin="black" src="http://c.csdnimg.cn/public/common/toolbar/js/content_toolbar.js" type="text/javascript" domain="http://blog.csdn.net/"></script>
<div class="container clearfix">
  <main>
    <article>
        <h1 class="csdn_top">这一次，MIT的科学家让谷歌AI把步枪误认成直升机</h1>
        <div class="article_bar clearfix">
            <div class="artical_tag">
                <span class="original">
                转载                </span>
                <span class="time">2017年12月25日 00:00:00</span>
            </div>

            <ul class="article_tags clearfix csdn-tracking-statistics tracking-click" data-mod="popu_377" >
                <li class="tit">标签：</li>

<!--          [startarticletags]-->
                <!--          [endarticletags]-->
            </ul>
            <ul class="right_bar">
                <li><button class="btn-noborder"><i class="icon iconfont icon-read"></i><span class="txt">409</span></button></li>
                <li class="edit">
                    <a class="btn-noborder" href="" >
                        <i class="icon iconfont icon-bianji"></i><span class="txt">编辑</span>
                    </a>
                </li>
                <li class="del">
                    <a class="btn-noborder" onclick="javascript:deleteArticle(fileName);return false;">
                        <i class="icon iconfont icon-shanchu"></i><span class="txt">删除</span>
                    </a>
                </li>
            </ul>
        </div>
        <div id="article_content" class="article_content csdn-tracking-statistics tracking-click" data-mod="popu_519" data-dsm="post">
                        
    <div class="rich_media_content" id="js_content">
                    

                    

                    
                    
                    <h5 style="font-family:arial, sans-serif;white-space:normal;background-color:rgb(248,248,248);margin-top:10px;margin-bottom:10px;padding:10px;color:rgb(51,51,51);font-size:14px;line-height:2;letter-spacing:1px !important;word-spacing:1px !important;">安妮 编译整理<br style="color:rgb(62,62,62);" />量子位 出品 | 公众号 QbitAI</h5><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">这是什么？</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;"><img style="border:none;visibility:visible !important;" src="http://ss.csdn.net/p?http://mmbiz.qpic.cn/mmbiz_png/YicUhk5aAGtBJQMrkNhGStRmNUdoQXFVswN3t5amuLRcTzX8JeLGQ9rrSRGDuhd7XEQ8Zv1YPELk24xKqH9BIPw/640?wx_fmt=png&amp;wxfrom=5&amp;wx_lazy=1" alt="640?wx_fmt=png&amp;wxfrom=5&amp;wx_lazy=1" /></p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">熟悉枪械的盆友可能一眼就认出这是步枪，即使对枪种类不熟悉的同学也能认出这最可能是枪。</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">但……这道题对谷歌Cloud Vision API并不简单，经过推理后，这个AI认定图中物体为直升机。</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;"><img style="border:none;visibility:visible !important;" src="http://ss.csdn.net/p?http://mmbiz.qpic.cn/mmbiz_png/YicUhk5aAGtBJQMrkNhGStRmNUdoQXFVs7VzUxkxR2rmgJoVuU8RPO6EtPwbCkQR2C750Ofjx7eJUDK1EztMhsg/640?wx_fmt=png&amp;wxfrom=5&amp;wx_lazy=1" alt="640?wx_fmt=png&amp;wxfrom=5&amp;wx_lazy=1" /></p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">看到谷歌AI认错，MIT CSAIL（计算机科学与人工智能实验室）的研究人员可能要笑了。事实证明，他们的“恶作剧”成功了。</p><h1 style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);margin-top:20px;margin-bottom:20px;line-height:1.2;font-weight:bold;padding-left:15px;border-left:6px solid rgb(0,153,127) !important;font-size:20px !important;letter-spacing:1px !important;word-spacing:1px !important;">曾有段黑历史</h1><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">这不是CSAIL研究人员的首次尝试。</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">今年11月，他们创建的Expectation Over Transformation (EOT)算法在识别带纹理图案的3D模型后，继而生成它的对抗性图像，骗过了谷歌InceptionV3图像分类器，让系统将3D乌龟模型误认为是步枪。</p><p style="text-align:center;"><img class="img_loading __bg_gif" src="http://ss.csdn.net/p?https://mmbiz.qpic.cn/mmbiz_gif/YicUhk5aAGtBJQMrkNhGStRmNUdoQXFVsiaYvTfDHLkicc6vz8iaIVdffPBoE0fuNFX4jxYS1UMG9otjJsh2zW0C5w/0?wx_fmt=gif" alt="0?wx_fmt=gif" /></p><p style="text-align:right;"><strong style="font-family:arial, sans-serif;font-size:13px;letter-spacing:1px;text-align:right;word-spacing:1px;color:rgb(0,153,127);">△</strong><span style="background-color:rgb(255,255,255);color:rgb(143,143,143);font-family:arial, sans-serif;font-size:13px;letter-spacing:1px;text-align:right;word-spacing:1px;"> 这又是什么？</span></p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">这个对抗样例很大程度上是在“白盒”设置中设计的，研究人员了解InceptionV3的工作机制，知道如何去捉弄它。</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">因为这种对抗性例子与真实世界不太相似，AI系统攻击者无处寻找特定算法，因此“白盒”攻击的威胁性不大。</p><h1 style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);margin-top:20px;margin-bottom:20px;line-height:1.2;font-weight:bold;padding-left:15px;border-left:6px solid rgb(0,153,127) !important;font-size:20px !important;letter-spacing:1px !important;word-spacing:1px !important;">步枪＝直升机？</h1><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">但这次步枪当成直升机的研究，不一样。</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">在将步枪错认成直升机的例子中，MIT研究人员是在“黑盒”环境下进行研究的，他们事先不知道里面的算法是什么样的。</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">他们设计出了一种快速生成黑盒对抗示例的方法，具备骗过不同算法的能力，连谷歌的Cloud Vision API也不幸遇难。仅仅稍微调整了图像像素，这一排枪就被识别成了直升机。</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;text-align:right;"><img style="border:none;" class="img_loading" src="http://ss.csdn.net/p?http://mmbiz.qpic.cn/mmbiz_jpg/YicUhk5aAGtBJQMrkNhGStRmNUdoQXFVsODawG8D7Wj1T0ByBsUYqRo9TEbF8KbRLPviaYNwyiclf3rqQEtHSAryw/0?wx_fmt=jpeg" alt="0?wx_fmt=jpeg" /><strong style="font-size:13px;text-align:right;color:rgb(0,153,127);">△</strong><span style="color:rgb(143,143,143);font-size:13px;text-align:right;"> 原图的识别结果为武器</span></p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;text-align:right;"><img style="border:none;" class="img_loading" src="http://ss.csdn.net/p?http://mmbiz.qpic.cn/mmbiz_jpg/YicUhk5aAGtBJQMrkNhGStRmNUdoQXFVsG1DFT9dskAYOwmo4ahyz3c8p1FL8HOrCyfMGthRVG08b6notwZ9RhA/0?wx_fmt=jpeg" alt="0?wx_fmt=jpeg" /><strong style="font-size:13px;text-align:right;color:rgb(0,153,127);">△</strong><span style="color:rgb(143,143,143);font-size:13px;text-align:right;"> 调整像素后识别结果为直升机</span></p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">研究人员不只是随机调整照片，他们用一种标准方法试图欺骗AI系统。每一次试图愚弄AI时，他们会分析结果，然后慢慢向可以欺骗系统认为这是特定物体的方向引导。</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">研究人员随机生成标签，在步枪的例子中，“直升机”分类器也可以很容易地成为“羚羊”分类器。他们想证明他们的系统是有效的，无论选择什么标签。</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">也可以误导AI将滑雪的人类认成是狗，比如下面这个视频——</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;"><iframe class="video_iframe" frameborder="0" style="display:block;" width="670" height="376" src="http://v.qq.com/iframe/player.html?vid=a1330xdrgri&amp;width=670&amp;height=376.875&amp;auto=0"></iframe><br /></p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">谷歌对此不予置评。</p><h1 style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);margin-top:20px;margin-bottom:20px;line-height:1.2;font-weight:bold;padding-left:15px;border-left:6px solid rgb(0,153,127) !important;font-size:20px !important;letter-spacing:1px !important;word-spacing:1px !important;">黑盒机器学习分类器的对抗样本</h1><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">在论文Query-Efficient Black-box Adversarial Examples中，研究人员从技术层面介绍了这项研究的重要性和研究方法：</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">当前，基于神经网络的图像分类器易受到对抗样例的影响，即使在被限制在查询访问而非梯度访问的黑盒设置中也是如此。像以往替代网络（substitute networks）和基于坐标的有限差分法等要么不可靠，要么查询效率低，在一些问题上并不可行。</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">在这篇文章中，研究人员引入了一种可靠的生成对抗样例的新方法，这也适用于更具限制性和实际性的黑盒研究中。</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">首先，研究人员用自然进化策略来执行黑盒攻击，使用的query比以前的方法少2到3个数量级。紧接着，研究人员引入了一种新算法，可在局部信息设置中进行针对性的对抗攻击，攻击者可访问的目标类别有限。通过这种技术，MIT研究人员成功在局部信息设置中进行了首次针对性的对抗性攻击，谷歌的Cloud Vision API首当其冲。</p><h1 style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);margin-top:20px;margin-bottom:20px;line-height:1.2;font-weight:bold;padding-left:15px;border-left:6px solid rgb(0,153,127) !important;font-size:20px !important;letter-spacing:1px !important;word-spacing:1px !important;">相关资料</h1><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">论文地址：</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">https://arxiv.org/abs/1712.07113</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">如果想在谷歌Cloud Vision中自己验证是否会将滑雪的人类误认成狗，还能自己去验证一下：</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">原图地址：<br />http://www.labsix.org/media/2017/12/20/skier_orig.png</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">处理后图像：<br />http://www.labsix.org/media/2017/12/20/skier_adv.png</p><p style="color:rgb(62,62,62);font-family:arial, sans-serif;white-space:normal;background-color:rgb(255,255,255);font-size:16px;letter-spacing:1px !important;word-spacing:1px !important;line-height:1.7 !important;min-height:1em !important;margin-top:20px !important;margin-bottom:20px !important;">谷歌Cloud Vision Demo：<br />https://cloud.google.com/vision/</p><p>— <strong>完</strong> —</p><p>活动报名</p><img style="vertical-align:middle;" class="img_loading" src="http://ss.csdn.net/p?http://mmbiz.qpic.cn/mmbiz_jpg/YicUhk5aAGtBJQMrkNhGStRmNUdoQXFVsTwLfIQ3XmZn8VjU8fsQYsbEBGXI7icholRHTG1pA1TzcORsfvLBLgsg/0?wx_fmt=jpeg" alt="0?wx_fmt=jpeg" /><p>加入社群</p><p style="white-space:normal;">量子位AI社群12群开始招募啦，欢迎对AI感兴趣的同学，加小助手微信qbitbot4入群；</p><p style="white-space:normal;"><br /></p><p style="white-space:normal;">此外，量子位专业细分群(<strong>自动驾驶、CV、NLP、机器学习</strong>等)正在招募，面向正在从事相关领域的工程师及研究人员。</p><p style="white-space:normal;"><br /></p><p style="white-space:normal;">进群请加小助手微信号qbitbot4，并务必备注相应群的关键词~通过审核后我们将邀请进群。（专业群审核较严，敬请谅解）</p><p>诚挚招聘</p><p>量子位正在招募编辑/记者，工作地点在北京中关村。期待有才气、有热情的同学加入我们！相关细节，请在量子位公众号(QbitAI)对话界面，回复“招聘”两个字。</p><img style="vertical-align:middle;" width="100%" class="img_loading" src="http://ss.csdn.net/p?http://mmbiz.qpic.cn/mmbiz_jpg/YicUhk5aAGtBJQMrkNhGStRmNUdoQXFVs4d1JibLNbPfovNQl57j7ZxPkfUibW30VYzhjoxWlrSVVPia93U4yOEhMA/0?wx_fmt=jpeg" alt="0?wx_fmt=jpeg" /><p><span style="font-size:14px;"><strong>量子位 </strong></span><span style="font-size:12px;">QbitAI · 头条号签约作者</span></p><p>վ'ᴗ' ի 追踪AI技术和产品新动态</p><br /></div>
                      </div>
    </article>
      <div class="readall_box csdn-tracking-statistics tracking-click" data-mod="popu_376">
          <div class="read_more_mask"></div>
          <a class="btn btn-large btn-gray-fred read_more_btn" target="_self">阅读全文</a>
      </div>
      <div class="article_copyright">
              </div>
      <ul class="article_collect clearfix csdn-tracking-statistics tracking-click"  data-mod="popu_378">
          <li class="tit">本文已收录于以下专栏：</li>
<!--          [startarticlecolumns]-->
                                <!--          [endarticlecolumns]-->
      </ul>
      <div class="comment_box clearfix">
          <div id="comment_form">
              <div id="commentsbmitarear">
                              </div>
          </div>
      </div>
      <div class="comment_li_outbox">
          <div id="comment_list"></div>
      </div>

      <div class="more_comment">
          <div id="comment_bar" class="trackgin-ad" data-mod="popu_385"></div>
      </div>

      <h3 class="recommend_tit" id="related">相关文章推荐</h3>
      <div class="recommend_list clearfix" id="rasss">
                                                                                      <dl class="clearfix csdn-tracking-statistics" data-mod="popu_387" data-poputype="feed"  data-feed-show="false"  data-dsm="post">
                      <dd>
                          <h2><a href="http://blog.csdn.net/q1ZG4Sw/article/details/78810737"  target="_blank" strategy="BlogCommendFromCsdn_0">听见丨谷歌DeepMind科学家黄士杰：已离开AlphaGo团队AI芯片初创团队ThinkForce完成4.5亿元A轮融资</a></h2>
                          <div class="summary">
                              Android 5.0以上的设备都可用谷歌语音助手了本周三，谷歌宣布一些旧安卓设备也能使用语音助手Google Assistant了。今年二月份，谷歌首次将自家语音助手Google Assistant...                          </div>
                          <ul>
                              <li class="avatar_img"><a href="http://blog.csdn.net/q1ZG4Sw" target="_blank" strategy="BlogCommendFromCsdn_0"><img src="http://avatar.csdn.net/5/4/6/3_q1zg4sw.jpg" alt="q1ZG4Sw" title="q1ZG4Sw"></a></li>
                              <li class="user_name"><a href="http://blog.csdn.net/q1ZG4Sw">q1ZG4Sw</a></li>
                              <li class="time">2017年12月15日 00:00</li>
                              <li class="visited_num"><i class="icon iconfont icon-read"></i><span>348</span></li>
                          </ul>
                      </dd>
                  </dl>
                                                                                                    <dl class="clearfix csdn-tracking-statistics" data-mod="popu_387" data-poputype="feed"  data-feed-show="false"  data-dsm="post">
                      <dd>
                          <h2><a href="http://blog.csdn.net/dQCFKyQDXYm3F8rB0/article/details/78812054"  target="_blank" strategy="BlogCommendFromCsdn_1">【重磅】吴恩达又一项目Landing.ai曝光，这一次，他是要给传统制造业狠狠开刀！</a></h2>
                          <div class="summary">
                              美国时间12月14日，人工智能领域知名科学家吴恩达（Andrew Ng）宣布创立AI公司Landing.ai，并出任公司首席执行官。作为前百度首席科学家、斯坦福大学副教授的吴恩达，在离开百度九个月后，...                          </div>
                          <ul>
                              <li class="avatar_img"><a href="http://blog.csdn.net/dQCFKyQDXYm3F8rB0" target="_blank" strategy="BlogCommendFromCsdn_1"><img src="http://avatar.csdn.net/6/9/F/3_dqcfkyqdxym3f8rb0.jpg" alt="dQCFKyQDXYm3F8rB0" title="dQCFKyQDXYm3F8rB0"></a></li>
                              <li class="user_name"><a href="http://blog.csdn.net/dQCFKyQDXYm3F8rB0">dQCFKyQDXYm3F8rB0</a></li>
                              <li class="time">2017年12月15日 00:00</li>
                              <li class="visited_num"><i class="icon iconfont icon-read"></i><span>652</span></li>
                          </ul>
                      </dd>
                  </dl>
                                                                                      <script>
                      (function() {
                          var s = "_" + Math.random().toString(36).slice(2);
                          document.write('<div id="' + s + '"></div>');
                          (window.slotbydup=window.slotbydup || []).push({
                              id: '4765209',
                              container: s,
                              size: '808,120',
                              display: 'inlay-fix'
                          });
                      })();
                  </script>
                                                                <dl class="clearfix csdn-tracking-statistics" data-mod="popu_387" data-poputype="feed"  data-feed-show="false"  data-dsm="post">
                      <dd>
                          <h2><a href="http://blog.csdn.net/cf2SudS8x8F0v/article/details/78756934"  target="_blank" strategy="BlogCommendFromCsdn_2">为什么神经网络会把乌龟识别成步枪？现在的 AI 值得信任吗？</a></h2>
                          <div class="summary">
                              来源：36Kr
概要：人工智能的快速发展的确值得欣喜，但快速发展的背后还有各种不完善的地方。


人工智能的快速发展的确值得欣喜，但快速发展的背后还有各种不完善的地方。比如，前不久麻省理工学院...                          </div>
                          <ul>
                              <li class="avatar_img"><a href="http://blog.csdn.net/cf2SudS8x8F0v" target="_blank" strategy="BlogCommendFromCsdn_2"><img src="http://avatar.csdn.net/E/E/D/3_cf2suds8x8f0v.jpg" alt="cf2SudS8x8F0v" title="cf2SudS8x8F0v"></a></li>
                              <li class="user_name"><a href="http://blog.csdn.net/cf2SudS8x8F0v">cf2SudS8x8F0v</a></li>
                              <li class="time">2017年12月08日 00:00</li>
                              <li class="visited_num"><i class="icon iconfont icon-read"></i><span>44</span></li>
                          </ul>
                      </dd>
                  </dl>
                                                                                                    <dl class="clearfix csdn-tracking-statistics" data-mod="popu_387" data-poputype="feed"  data-feed-show="false"  data-dsm="post">
                      <dd>
                          <h2><a href="http://blog.csdn.net/JtNbCOC8N2I9/article/details/78764372"  target="_blank" strategy="BlogCommendFromCsdn_3">为什么神经网络会把乌龟识别成步枪？现在的 AI 值得信任吗？</a></h2>
                          <div class="summary">
                              来源：36Kr
概要：人工智能的快速发展的确值得欣喜，但快速发展的背后还有各种不完善的地方。


人工智能的快速发展的确值得欣喜，但快速发展的背后还有各种不完善的地方。比如，前不久麻省理工学院...                          </div>
                          <ul>
                              <li class="avatar_img"><a href="http://blog.csdn.net/JtNbCOC8N2I9" target="_blank" strategy="BlogCommendFromCsdn_3"><img src="http://avatar.csdn.net/A/A/F/3_jtnbcoc8n2i9.jpg" alt="JtNbCOC8N2I9" title="JtNbCOC8N2I9"></a></li>
                              <li class="user_name"><a href="http://blog.csdn.net/JtNbCOC8N2I9">JtNbCOC8N2I9</a></li>
                              <li class="time">2017年12月09日 00:00</li>
                              <li class="visited_num"><i class="icon iconfont icon-read"></i><span>51</span></li>
                          </ul>
                      </dd>
                  </dl>
                                                                                                    <dl class="clearfix csdn-tracking-statistics" data-mod="popu_387" data-poputype="feed"  data-feed-show="false"  data-dsm="post">
                      <dd>
                          <h2><a href="http://blog.csdn.net/dQCFKyQDXYm3F8rB0/article/details/78787576"  target="_blank" strategy="BlogCommendFromCsdn_4">AI看电影看哭了...MIT科学家正在教AI感受电影中的喜怒哀乐</a></h2>
                          <div class="summary">
                              翻译 | AI科技大本营（rgznai100）参与 | 么广忠虽然我们都知道人工智能（AI）特别火，但AI究竟能做什么了不起的事情呢？要是问AI能不能写出一本畅销的书，目前的答案是不能，显然AI目前还...                          </div>
                          <ul>
                              <li class="avatar_img"><a href="http://blog.csdn.net/dQCFKyQDXYm3F8rB0" target="_blank" strategy="BlogCommendFromCsdn_4"><img src="http://avatar.csdn.net/6/9/F/3_dqcfkyqdxym3f8rb0.jpg" alt="dQCFKyQDXYm3F8rB0" title="dQCFKyQDXYm3F8rB0"></a></li>
                              <li class="user_name"><a href="http://blog.csdn.net/dQCFKyQDXYm3F8rB0">dQCFKyQDXYm3F8rB0</a></li>
                              <li class="time">2017年12月12日 00:00</li>
                              <li class="visited_num"><i class="icon iconfont icon-read"></i><span>38</span></li>
                          </ul>
                      </dd>
                  </dl>
                                                                        <!-- 广告位：PC端-博客详情通栏7（feed流）-808*120 -->
                  <script>
                      (function() {
                          var s = "_" + Math.random().toString(36).slice(2);
                          document.write('<div id="' + s + '"></div>');
                          (window.slotbydup=window.slotbydup || []).push({
                              id: '4983339',
                              container: s,
                              size: '808,120',
                              display: 'inlay-fix'
                          });
                      })();
                  </script>
                                                                              <dl class="clearfix csdn-tracking-statistics" data-mod="popu_387" data-poputype="feed"  data-feed-show="false"  data-dsm="post">
                      <dd>
                          <h2><a href="http://blog.csdn.net/longyuan20102011/article/details/7330812"  target="_blank" strategy="BlogCommendFromCsdn_5">struts（当我使用contentPage的时候提示我下载action)(让后我修改成pageEncoding)（可能是因为这一次引入啦新的jar包）</a></h2>
                          <div class="summary">
                              这一次引入了common-logging.jar
 
head.jsp
 




  

  
  
   
  	
  	
    
    	name:
    	
    
  

...                          </div>
                          <ul>
                              <li class="avatar_img"><a href="http://blog.csdn.net/longyuan20102011" target="_blank" strategy="BlogCommendFromCsdn_5"><img src="http://avatar.csdn.net/0/D/C/3_longyuan20102011.jpg" alt="longyuan20102011" title="longyuan20102011"></a></li>
                              <li class="user_name"><a href="http://blog.csdn.net/longyuan20102011">longyuan20102011</a></li>
                              <li class="time">2012年03月07日 22:34</li>
                              <li class="visited_num"><i class="icon iconfont icon-read"></i><span>477</span></li>
                          </ul>
                      </dd>
                  </dl>
                                                                                                    <dl class="clearfix csdn-tracking-statistics downloadElement" data-mod="popu_387" data-poputype="feed"  data-feed-show="false"  data-dsm="post">
                      <dt><a href="http://download.csdn.net/download/q124583977/2259337" target="_blank" strategy="BlogCommendFromCsdn_6"><img class="maxwidth" src="http://csdnimg.cn/release/download/old_static/images/minetype/rar.svg" alt="" title=""></a></dt>
                      <dd>
                          <div class="summary">
                              <h2><a href="http://download.csdn.net/download/q124583977/2259337" target="_blank" strategy="BlogCommendFromCsdn_6">这一次我发个免费的周立功arm</a></h2>
                              <div class="summary">
                                  <ul>
                                      <li class="time">2010年04月19日 19:35</li>
                                      <li class="visited_num fileSize">6.23MB</li>
                                      <li class="download_btn"><a href="http://download.csdn.net/download/q124583977/2259337" target="_blank">下载</a></li>
                                  </ul>
                              </div>
                          </div>
                      </dd>
                  </dl>
                                                                                                    <dl class="clearfix csdn-tracking-statistics" data-mod="popu_387" data-poputype="feed"  data-feed-show="false"  data-dsm="post">
                      <dd>
                          <h2><a href="http://blog.csdn.net/kXYOnA63Ag9zqtXx0/article/details/78601878"  target="_blank" strategy="BlogCommendFromCsdn_7">谷歌的AI将乌龟认成步枪，这为何是个大问题</a></h2>
                          <div class="summary">
                              硅谷Live / 实地探访 /
 热点探秘 / 深度探讨












AI眼睛还可不可信？












从无人车到智能监视...                          </div>
                          <ul>
                              <li class="avatar_img"><a href="http://blog.csdn.net/kXYOnA63Ag9zqtXx0" target="_blank" strategy="BlogCommendFromCsdn_7"><img src="http://avatar.csdn.net/C/D/5/3_kxyona63ag9zqtxx0.jpg" alt="kXYOnA63Ag9zqtXx0" title="kXYOnA63Ag9zqtXx0"></a></li>
                              <li class="user_name"><a href="http://blog.csdn.net/kXYOnA63Ag9zqtXx0">kXYOnA63Ag9zqtXx0</a></li>
                              <li class="time">2017年11月22日 00:00</li>
                              <li class="visited_num"><i class="icon iconfont icon-read"></i><span>725</span></li>
                          </ul>
                      </dd>
                  </dl>
                                                                                                    <dl class="clearfix csdn-tracking-statistics" data-mod="popu_387" data-poputype="feed"  data-feed-show="false"  data-dsm="post">
                      <dd>
                          <h2><a href="http://blog.csdn.net/Z1Y492Vn3ZYD9et3B06/article/details/78441166"  target="_blank" strategy="BlogCommendFromCsdn_8">谷歌施密特：中国人相当出色2025年将超美国成AI主导丨业界大佬财报频出【软件网每日新闻播报│第11-3期】</a></h2>
                          <div class="summary">
                              每一个企业级的人 都置顶了 中国软件网


中国软件网 为你带来最新鲜的行业干货













  小编点评
昨个，上上签宣布全面收购快签
对此，上上...                          </div>
                          <ul>
                              <li class="avatar_img"><a href="http://blog.csdn.net/Z1Y492Vn3ZYD9et3B06" target="_blank" strategy="BlogCommendFromCsdn_8"><img src="http://avatar.csdn.net/2/3/1/3_z1y492vn3zyd9et3b06.jpg" alt="Z1Y492Vn3ZYD9et3B06" title="Z1Y492Vn3ZYD9et3B06"></a></li>
                              <li class="user_name"><a href="http://blog.csdn.net/Z1Y492Vn3ZYD9et3B06">Z1Y492Vn3ZYD9et3B06</a></li>
                              <li class="time">2017年11月03日 00:00</li>
                              <li class="visited_num"><i class="icon iconfont icon-read"></i><span>158</span></li>
                          </ul>
                      </dd>
                  </dl>
                                                                                                    <dl class="clearfix csdn-tracking-statistics downloadElement" data-mod="popu_387" data-poputype="feed"  data-feed-show="false"  data-dsm="post">
                      <dt><a href="http://download.csdn.net/download/hsskaaa/9491251" target="_blank" strategy="BlogCommendFromCsdn_9"><img class="maxwidth" src="http://csdnimg.cn/release/download/old_static/images/minetype/zip.svg" alt="" title=""></a></dt>
                      <dd>
                          <div class="summary">
                              <h2><a href="http://download.csdn.net/download/hsskaaa/9491251" target="_blank" strategy="BlogCommendFromCsdn_9">Deep Learning 谷歌科学家编写的第一本深度学习全书</a></h2>
                              <div class="summary">
                                  <ul>
                                      <li class="time">2016年04月14日 17:07</li>
                                      <li class="visited_num fileSize">55.26MB</li>
                                      <li class="download_btn"><a href="http://download.csdn.net/download/hsskaaa/9491251" target="_blank">下载</a></li>
                                  </ul>
                              </div>
                          </div>
                      </dd>
                  </dl>
                                                    </div>
  </main>
<aside>
  <div class="right_box user_info">
      <dl class="inf_bar clearfix">
          <dt class="csdn-tracking-statistics tracking-click" data-mod="popu_381">
              <a href="http://blog.csdn.net/yh0vlde8vg8ep9vge" target="_blank">
                  <img src="http://avatar.csdn.net/9/D/E/3_yh0vlde8vg8ep9vge.jpg" class="avatar_pic">
              </a>
              <span class="medals" title="">
                  </span>
          </dt>
          <dd>
              <h3 class="csdn-tracking-statistics tracking-click"  data-mod="popu_380"><a href="http://blog.csdn.net/yh0vlde8vg8ep9vge" target="_blank" id="uid">yh0vlde8vg8ep9vge</a></h3>
              <span  class="csdn-tracking-statistics tracking-click" data-mod="popu_379"><a class="btn btn-redborder-small "  id="span_add_follow" target="_self">＋关注</a></span>
          </dd>
      </dl>
      <div class="inf_number_box clearfix">
          <dl>
              <dt>原创</dt>
              <dd>159</dd>
          </dl>
          <dl>
              <dt>粉丝</dt>
              <dd id='fan'>5</dd>
          </dl>
          <dl>
              <dt>喜欢</dt>
              <dd>4</dd>
          </dl>
          <dl>
        <dt>码云</dt>
        <dd>&nbsp;</dd>
      </dl>

      </div>
  <div class="writings">
        <div class="public_signal clearfix">
          <h3>他的最新文章</h3>
          <a href="http://blog.csdn.net/yh0vlde8vg8ep9vge" target="_blank" class="more"><span>更多文章</span></a>
        </div>
          <ul class="inf_list clearfix csdn-tracking-statistics tracking-click" data-mod="popu_382">
                            <li class="clearfix">
                  <a href="http://blog.csdn.net/yH0VLDe8VG8ep9VGe/article/details/78889266" target="_blank">Hinton：今年AI没有重大突破，但三件事值得关注</a>
              </li>
                            <li class="clearfix">
                  <a href="http://blog.csdn.net/yH0VLDe8VG8ep9VGe/article/details/78889264" target="_blank">毕啸南专栏 | 对话百度王海峰：AI时代会产生新巨头</a>
              </li>
                            <li class="clearfix">
                  <a href="http://blog.csdn.net/yH0VLDe8VG8ep9VGe/article/details/78889263" target="_blank">AI在中国，还没到抢切蛋糕的时候</a>
              </li>
                            <li class="clearfix">
                  <a href="http://blog.csdn.net/yH0VLDe8VG8ep9VGe/article/details/78889257" target="_blank">报告 | 73%的“落伍”开发者说：明年要学AI技术</a>
              </li>
                            <li class="clearfix">
                  <a href="http://blog.csdn.net/yH0VLDe8VG8ep9VGe/article/details/78889256" target="_blank">结合了人工客服和AI的Fin，可能是Siri最大的竞争对手</a>
              </li>
                        </ul>
      </div>
  </div>
    <div class="user-hotArticle">
        <h3><a href="#related" >相关推荐</a></h3>
        <ul class="hotArticle-list csdn-tracking-statistics tracking-click" data-mod="popu_563">
<!--           [StartRelatedArticles]-->
                                                <li>
                        <a href="http://blog.csdn.net/q1ZG4Sw/article/details/78810737" target="_blank" strategy="BlogRightReleated_0">听见丨谷歌DeepMind科学家黄士杰：已离开AlphaGo团队AI芯片初创团队ThinkForce完成4.5亿元A轮融资</a>
                                            </li>
                                    <li>
                        <a href="http://blog.csdn.net/dQCFKyQDXYm3F8rB0/article/details/78812054" target="_blank" strategy="BlogRightReleated_1">【重磅】吴恩达又一项目Landing.ai曝光，这一次，他是要给传统制造业狠狠开刀！</a>
                                            </li>
                                    <li>
                        <a href="http://blog.csdn.net/cf2SudS8x8F0v/article/details/78756934" target="_blank" strategy="BlogRightReleated_2">为什么神经网络会把乌龟识别成步枪？现在的 AI 值得信任吗？</a>
                                            </li>
                                    <li>
                        <a href="http://blog.csdn.net/JtNbCOC8N2I9/article/details/78764372" target="_blank" strategy="BlogRightReleated_3">为什么神经网络会把乌龟识别成步枪？现在的 AI 值得信任吗？</a>
                                            </li>
                            <!--            [EndRelatedArticles]-->
        </ul>
    </div>
  <div class="extension_other csdn-tracking-statistics tracking-click" data-mod="popu_389">
     <!--u3032528-->
    <div class="flashrecommend">
        <script type="text/javascript" src="http://mpb1.iteye.com/bwocoltlyzdec.js"></script>
    </div>
  </div>

<!--    [StartShowSelfColumn]-->
    <!--    [EndShowSelfColumn]-->
    <div class="fixRight">
        <!-- 广告位：PC端-博客详情右侧视窗2（feed流）-300*300 -->
        <script>
            (function() {
                var s = "_" + Math.random().toString(36).slice(2);
                document.write('<div id="' + s + '"></div>');
                (window.slotbydup=window.slotbydup || []).push({
                    id: '5384130',
                    container: s,
                    size: '300,300',
                    display: 'inlay-fix'
                });
            })();
        </script>
        <div class="extension_other csdn-tracking-statistics tracking-click bottomRcom" data-mod="popu_389" style="position:absolute;z-index:-5;opacity:0;pointer-events:none">
            <!--u3032528-->
            <div class="flashrecommend">
                <!-- 请置于所有广告位代码之前 -->
                <script src="http://dup.baidustatic.com/js/dm.js"></script>

                <!-- 广告位：PC端-博客详情页右侧视窗1（feed流）-300*250 -->
                <script>
                    (function() {
                        var s = "_" + Math.random().toString(36).slice(2);
                        document.write('<div id="' + s + '"></div>');
                        (window.slotbydup=window.slotbydup || []).push({
                            id: '4770930',
                            container: s,
                            size: '300,250',
                            display: 'inlay-fix'
                        });
                    })();
                </script>
            </div>
        </div>

    </div>
    <div class="user-hotArticle">
        <h3>他的热门文章</h3>
        <ul class="hotArticle-list csdn-tracking-statistics tracking-click" data-mod="popu_521">
<!--            [StartHotArticles]-->
                                                <li>
                        <a href="http://blog.csdn.net/yh0vlde8vg8ep9vge/article/details/78621167">警惕AI军事间谍！找出导弹基地人类用2.5天，AI只要42分钟</a>
                        <div class="read list-left"><i class="icon iconfont icon-read"></i><span>2682</span></div>
                    </li>
                                    <li>
                        <a href="http://blog.csdn.net/yh0vlde8vg8ep9vge/article/details/78680159">麦肯锡160页报告：2030年全球将可能有8亿人要被机器抢饭碗</a>
                        <div class="read list-left"><i class="icon iconfont icon-read"></i><span>2053</span></div>
                    </li>
                                    <li>
                        <a href="http://blog.csdn.net/yh0vlde8vg8ep9vge/article/details/78635625">星际争霸界也出了位“带路党”，当年的冠军正帮谷歌AI击败人类</a>
                        <div class="read list-left"><i class="icon iconfont icon-read"></i><span>1936</span></div>
                    </li>
                                    <li>
                        <a href="http://blog.csdn.net/yh0vlde8vg8ep9vge/article/details/78743982">王者荣耀AI即将上线，队友再也不用担心你掉线了</a>
                        <div class="read list-left"><i class="icon iconfont icon-read"></i><span>1564</span></div>
                    </li>
                                    <li>
                        <a href="http://blog.csdn.net/yh0vlde8vg8ep9vge/article/details/78265715">小鹏汽车首批量产车下线，未来将进军L4级别自动驾驶</a>
                        <div class="read list-left"><i class="icon iconfont icon-read"></i><span>1408</span></div>
                    </li>
                            <!--            [EndHotArticles]-->
        </ul>
    </div>
<!--    [startcustom]-->
    <!--    [endcustom]-->
</aside></div>

<div class="left_fixed">
    <div class="left_show_button">
        <span>
          <i class="icon iconfont icon-youjiantou"></i>
        </span>
    </div>
    <ul class="left_menu">
        <li>
            <button class="left-fixed-btn btn-like csdn-tracking-statistics tracking-click" data-mod="popu_373" target="_self">
                <a href="javascript:void(0);" class="iconbox border_red"><i class="icon iconfont icon-dianzan"></i></a>
                <a class="txt" href="javascript:void(0);">0</a>
            </button>
        </li>
        <li id="blog_artical_directory">
            <button class="left-fixed-btn left_menu_btn csdn-tracking-statistics tracking-click" data-mod="popu_372" target="_self">
                <a href="javascript:void(0);" class="iconbox border_black"><i class="icon iconfont icon-mulu"></i></a>
            </button>
        </li>
        <li class="menu_con">
            <div class="list_father">
                <div class="arr_box">
                    <button class="btn-noborder arr-btn scroll-down  left_scroll_down"><i class="icon iconfont icon-xiajiantou"></i></button>
                    <button class="btn-noborder arr-btn scroll-up left_scroll_top"><i class="icon iconfont icon-shangjiantou"></i></button>
                </div>
                <div class="arr"></div>
                <div id="csdnBlogDir"></div>
            </div>
        </li>
        <!--        <li>-->
        <!--            <button class="left-fixed-btn btn-like tracking-ad" data-mod="popu_373" target="_self">-->
        <!--                <span class="iconbox border_red"><i class="icon iconfont icon-xihuan-"></i></span>-->
        <!--                <span class="txt">喜欢</span>-->
        <!--                <span class="untxt">取消喜欢</span>-->
        <!--            </button>-->
        <!--        </li>-->
        <li>
            <button class="left-fixed-btn csdn-tracking-statistics tracking-click" data-mod="popu_374"  id="com-quick-collect" target="_self">
                <a href="javascript:void(0);" class="iconbox border_purple"><i class="icon iconfont icon-shoucang"></i></a>
            </button>
        </li>
        <li>
            <button class="left-fixed-btn btn-pinglun csdn-tracking-statistics tracking-click" data-mod="popu_544" >
                <a href="javascript:void(0);" class="iconbox border_purple"><i class="icon iconfont icon-pinglun"></i></a>
            </button>
        </li>
        <li id="share_box">
            <button class="left-fixed-btn  csdn-tracking-statistics tracking-click"  data-mod="popu_375" target="_self">
                <a href="javascript:void(0);" class="iconbox border_orange"><i class="icon iconfont icon-fenxiang"></i></a>
            </button>
            <div class="bdsharebuttonbox csdn-tracking-statistics tracking-click" data-mod="popu_172">
                <div class="outside">
                    <span class="iconbox border_red2"><i class="icon iconfont icon-xinlang"></i></span>
                    <a href="#" class="bds_tsina" data-cmd="tsina" title="分享到新浪微博"> </a>
                </div>
                <div class="outside">
                    <span class="iconbox border_green"><i class="icon iconfont icon-weixin"></i></span>
                    <a href="#" class="bds_weixin" data-cmd="weixin" title="分享到微信"> </a>
                </div>
                <div class="outside">
                    <span class="iconbox border_blue"><i class="icon iconfont icon-QQ"></i></span>
                    <a href="#" class="bds_qzone" data-cmd="qzone" title="分享到QQ空间"> </a>
                </div>
            </div>
        </li>
    </ul>
</div>
<div class="right_fixed">
    <div class="r_ico">
        <i class="icon iconfont icon-jubao"></i>
        <span class="txt" id="reportBtn">内容举报</span>
    </div>
    <div class="returnTop">
        <i class="icon iconfont icon-fanhuidingbu"></i>
        <span>返回顶部</span>
    </div>
</div>
<div id="pop_win"></div>
<div id="popup_mask"></div>
<div class="pop_CA_cover" ></div>
<div class="pop pop_CA" >
    <div class="CA_header">
        收藏助手
        <span class="cancel_icon"  id="fapancle" ></span>
    </div>
    <iframe src="" id="collectIframe" frameborder="0" width="100%" height="360"  scrolling="no" ></iframe>
</div>
<!--举报-->
<div id="report_dialog" style="top: 250px; left: 343.5px;"><div id="panel_report">
    <div class="panel_head">不良信息举报</div>
    <form method="post" id="frmReport" class="panel_body">
        <table border="0" cellpadding="0" cellspacing="4" class="pop_table">
            <tbody><tr><td colspan="2">您举报文章：<a href="http://blog.csdn.net/yH0VLDe8VG8ep9VGe/article/details/78898734" target="_blank">这一次，MIT的科学家让谷歌AI把步枪误认成直升机</a></td></tr>
            <tr>
                <th style="width:60px;">举报原因：</th>
                <td id="panel_reporttype">
                    <label><input type="radio" class="report_type" id="report_sex" name="report_type" value="1">色情</label>
                    <label><input type="radio" class="report_type" id="report_Politics" name="report_type" value="2">政治</label>
                    <label><input type="radio" class="report_type" id="report_copy" name="report_type" value="3">抄袭</label>
                    <label><input type="radio" class="report_type" id="report_ad" name="report_type" value="4">广告</label>
                    <label><input type="radio" class="report_type" id="report_want" name="report_type" value="5">招聘</label>
                    <label><input type="radio" class="report_type" id="report_call" name="report_type" value="6">骂人</label>
                    <br>
                    <label><input type="radio" class="report_type" id="report_other" name="report_type" value="7">其他</label>
                    <input type="text" name="report_other_content" id="report_other_content" maxlength="30" style="display: none;">
                </td>
            </tr>
            <tr id="panel_originalurl" style="display: none;">
                <th>原文地址：</th>
                <td>
                    <input id="originalurl" value="http://" name="originalurl" type="text" style="width: 90%;">
                </td>
            </tr>
            <tr>
                <th id="sp_reason">原因补充：</th>
                <td>
                    <textarea id="report_description" style="width: 300px;" rows="3" name="report_description"></textarea>
                    <p id="sp_n" style="color:#999;margin:0px;padding:0px;">(最多只允许输入30个字)</p>
                </td>
            </tr>
            <tr>
                <td></td>
                <td>
                    <input id="btnSubmitReport" name="submit" type="image" align="middle" class="btn_1" src="http://csdnimg.cn/release/phoenix/images/btn_submit.jpg">
                    <span style="padding-left:20px;"></span>
                    <img id="btnCloseReportDialog" src="http://csdnimg.cn/release/phoenix/images/btn_cancel.jpg" align="middle">
                    <div id="error" style="color: Red">
                    </div>
                </td>
            </tr>
            </tbody></table>
    </form>
</div>
    <script language="javascript" type="text/javascript">
        var isComment=0;
        //显示隐藏地址
        $(function () {
          console.log("version:phoenix");
            if(isComment){
                $("#report_description").attr("disabled",true);
                $("#sp_n").hide();
                $("#sp_reason").html("评论内容：");
            }
            $(".report_type").click(function () {
                $("#panel_originalurl,#report_other_content").hide();
                switch ($(this).val()) {
                    case '3':
                        $("#panel_originalurl").show();
                        $("#originalurl").focus();
                        break;
                    case '7':
                        if(isComment){
                            $("#report_other_content").show().focus();
                        }
                        break;
                }

            });

            $("#frmReport").submit(function () {
                if (!currentUserName) {

                    if (confirm("您的操作必须登录，是否登录？")) {
                        location.href = "http://passport.csdn.net/account/login?from=" + encodeURIComponent(location.href);
                        return false;
                    }
                    return false;
                }

                var reportType = $("input[name=report_type]:checked").val();
                if(!reportType){
                    alert("请选择举报原因！");
                    return false;
                }
                var otherInfo = "";
                switch (reportType) {
                    case '3':
                        otherInfo = $("#originalurl").val();
                        if (otherInfo == ""||otherInfo=="http://") {
                            alert("举报抄袭必须提供原创文章地址！");
                            $("#originalurl").focus();
                            return false;
                        } else if(!checkeURL(otherInfo)) {
                            alert("请输入正确的原创文章地址！");
                            $("#originalurl").focus();
                            return false;
                        }
                        break;
                    case '7':
                        otherInfo = $("#report_other_content").val();
                        if (isComment && !otherInfo) {
                            alert("请填写举报的具体原因！");
                            $("#report_other_content").focus();
                            return false;
                        }
                        if(!isComment){
                            if(!$("#report_description").val()){
                                alert("请填写举报的具体原因！");
                                $("#report_description").focus();
                                return false;
                            }
                        }
                        break;
                }
                if(!isComment){
                    if($("#report_description").val().length>30){
                        alert("举报原因最多只允许输入30个字！");
                        return false;
                    }
                }
	            nowTime = {
		            year: new Date().getFullYear(),
		            month: parseInt(new Date().getMonth())+1,
		            day: new Date().getDate(),
		            hours: parseInt(new Date().getHours())+1,
		            minutes: parseInt(new Date().getMinutes())+1,
		            seconds: parseInt(new Date().getSeconds())+1
	            };
	            var data = {
		            articleId: fileName,
		            commentId: 0,
		            reportType: reportType,
		            originalurl: $("#originalurl").val(),
		            report_other_content: $("#report_other_content").val(),
		            report_description: $("#report_description").val(),
		            currentUserName: currentUserName,
		            updatetime: nowTime.year+'/'+nowTime.month+'/'+nowTime.day+' '+ nowTime.hours+':'+nowTime.minutes+':'+seconds,
		            blogUser: username
	            };
	            if(!isComment){//如果是举报文章
		            data.report_other_content = data.report_description;
		            // data.report_description = "1. 神经网络这是一个常见的神经网络的图：这是一个常见的三层神经网络的基本构成，Layer L1是输入层，Layer L2是隐含层";
	            }

	            $.post(blog_address + "/common/report?id="+fileName+"&t=2", data, function (data) {
		            if (data.result == 1){
			            SetError("感谢您的举报，我们会尽快审核！");
		            }else{
			            if (data.content) alert(data.content);
		            }

	            });
                return false;
            });

            $("#btnCloseReportDialog").click(function () {
                CloseDiv();
            });

        });

        //提示后关闭方法
        function SetError(error) {
            $("#btnCloseReportDialog").trigger("click");
            alert(error);
            CloseDiv();
        }

        //关闭方法
        function CloseDiv() {

            $.removeMask();
            $("#report_dialog").hide();
            return false;
        }

        //验证url
        function checkeURL(url){
            return /^http(s)?:\/\/([\w-]+\.)+[\w-]+/i.test(url);
        }
    </script>
</div>
<!--  fixme 后期清理掉  -->
<div id="a52b5334d" style="width: 1px; height: 1px; display: none;">
    <script id="adJs52b5334"></script>
    <script>document.getElementById("adJs52b5334").src = "http://ads.csdn.net/js/opt/52b5334.js?t=" + Math.random();</script>
</div>
<script src="http://c.csdnimg.cn/public/common/libs/bootstrap/js/bootstrap.min.js" type="text/javascript"></script>
<script type="text/javascript" src="http://csdnimg.cn/release/phoenix/bower-libs/MathJax/MathJax.js?config=TeX-AMS_HTML"></script>
<!-- <script type="text/javascript" src="http://passport.csdn.net/content/loginbox/login.js"></script> -->
<script>window._bd_share_config = { "common": { "bdSnsKey": {}, "bdText": "", "bdMini": "1", "bdMiniList": false, "bdPic": "", "bdStyle": "0", "bdSize": "16" }, "share": {} }; with (document) 0[(getElementsByTagName('head')[0] || body).appendChild(createElement('script')).src = 'http://bdimg.share.baidu.com/static/api/js/share.js?v=89860593.js?cdnversion=' + ~(-new Date() / 36e5)];</script>
<script type="text/javascript" >
    if($(".article_collect li").length==1){$(".article_collect").hide();}
    if($(".article_tags li").length==1){$(".article_tags").hide();}
    $(".edit a").attr("href","http://write.blog.csdn.net/postedit/"+fileName);
    $.each($(".edu_li a"),function(){$(this).attr("href",$(this).attr("href").replace("blog7","blog9"))});
    new CNick('#uid').showNickname();

    if($("#fan").html()=="")
    {
	    $("#fan").html(0);
    }
</script>
<script src="http://c.csdnimg.cn/public/common/append_mark/appendMark.min.js?v=5.00.43" type="text/javascript"></script>
<script type="text/javascript">
    appendMark($('.recommend_list').children('a').find('dt'),$('.extension_other'))
</script>
<div class=""id="loginWrap"></div>
<div class="" id="dlMask"></div>
</body>
